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基于MapReduce的BP神经网络算法研究

朱晨杰 杨永丽

微型电脑应用2012,Vol.28Issue(10):9-12,19,5.
微型电脑应用2012,Vol.28Issue(10):9-12,19,5.

基于MapReduce的BP神经网络算法研究

Research of MapReduce Based on BP Neural Network Algorithm

朱晨杰 1杨永丽2

作者信息

  • 1. 上海交通大学软件学院,上海,200240
  • 2. 91999部队,青岛,266003
  • 折叠

摘要

Abstract

With the rapid development of the information society, huge amounts of data are produced every day. The traditional training method of BP neural network will encounter many problems, such as costing too much time and leading to insufficient memory. To solve these problems, this paper proposes a new parallel training method that is based on MapReduce. Experiment results demonstrate that the convergence rate is faster and accuracy is higher.

关键词

BP神经网络/MapReduce/遗传算法

Key words

BP Neural Network/ MapReduce/ Genetic Algorithm

分类

信息技术与安全科学

引用本文复制引用

朱晨杰,杨永丽..基于MapReduce的BP神经网络算法研究[J].微型电脑应用,2012,28(10):9-12,19,5.

微型电脑应用

OACSTPCD

1007-757X

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